Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 13540 |
| Missing cells | 13540 |
| Missing cells (%) | 4.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.3 MiB |
| Average record size in memory | 176.0 B |
Variable types
| NUM | 17 |
|---|---|
| BOOL | 3 |
| UNSUPPORTED | 1 |
| CAT | 1 |
Reproduction
| Analysis started | 2020-08-03 22:31:19.890036 |
|---|---|
| Analysis finished | 2020-08-03 22:32:06.090524 |
| Duration | 46.2 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
symbol is highly correlated with df_index | High correlation |
df_index is highly correlated with symbol | High correlation |
nbb is highly correlated with lastprice and 2 other fields | High correlation |
lastprice is highly correlated with nbb and 2 other fields | High correlation |
nbo is highly correlated with lastprice and 2 other fields | High correlation |
currentreferenceprice is highly correlated with lastprice and 2 other fields | High correlation |
week is highly correlated with quarter and 1 other fields | High correlation |
quarter is highly correlated with week and 1 other fields | High correlation |
month is highly correlated with quarter and 1 other fields | High correlation |
pct_move_snapshot_to_close has 13540 (100.0%) missing values | Missing |
matched_to_unmatched is highly skewed (γ1 = 44.00783743) | Skewed |
df_index has unique values | Unique |
pct_move_snapshot_to_close is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
nearindicativeprice has 3622 (26.8%) zeros | Zeros |
farindicativeprice has 7729 (57.1%) zeros | Zeros |
minute has 2701 (19.9%) zeros | Zeros |
day has 1975 (14.6%) zeros | Zeros |
week has 1964 (14.5%) zeros | Zeros |
month has 1964 (14.5%) zeros | Zeros |
| Distinct count | 13540 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6824.6439438700145 |
|---|---|
| Minimum | 0 |
| Maximum | 13653 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 679.95 |
| Q1 | 3409.75 |
| median | 6825.5 |
| Q3 | 10238.25 |
| 95-th percentile | 12972.05 |
| Maximum | 13653 |
| Range | 13653 |
| Interquartile range (IQR) | 6828.5 |
Descriptive statistics
| Standard deviation | 3942.111345 |
|---|---|
| Coefficient of variation (CV) | 0.5776288664 |
| Kurtosis | -1.199112826 |
| Mean | 6824.643944 |
| Median Absolute Deviation (MAD) | 3414.5 |
| Skewness | 0.0005596608777 |
| Sum | 92405679 |
| Variance | 15540241.86 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 2660 | 1 | < 0.1% | |
| 4759 | 1 | < 0.1% | |
| 6806 | 1 | < 0.1% | |
| 661 | 1 | < 0.1% | |
| 2708 | 1 | < 0.1% | |
| 12947 | 1 | < 0.1% | |
| 8849 | 1 | < 0.1% | |
| 10896 | 1 | < 0.1% | |
| 4743 | 1 | < 0.1% | |
| Other values (13530) | 13530 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 13653 | 1 | < 0.1% | |
| 13652 | 1 | < 0.1% | |
| 13651 | 1 | < 0.1% | |
| 13650 | 1 | < 0.1% | |
| 13649 | 1 | < 0.1% |
| Distinct count | 993 |
|---|---|
| Unique (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49716573057130614 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 14 |
| Zeros (%) | 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04838709677 |
| Q1 | 0.2469758065 |
| median | 0.4959677419 |
| Q3 | 0.7469758065 |
| 95-th percentile | 0.9495967742 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.288779035 |
|---|---|
| Coefficient of variation (CV) | 0.5808506445 |
| Kurtosis | -1.19821321 |
| Mean | 0.4971657306 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.009155092402 |
| Sum | 6731.623992 |
| Variance | 0.08339333107 |
| Value | Count | Frequency (%) | |
| 0.1633064516 | 14 | 0.1% | |
| 0.9122983871 | 14 | 0.1% | |
| 0.4868951613 | 14 | 0.1% | |
| 0.2963709677 | 14 | 0.1% | |
| 0.7066532258 | 14 | 0.1% | |
| 0.591733871 | 14 | 0.1% | |
| 0.6975806452 | 14 | 0.1% | |
| 0.2096774194 | 14 | 0.1% | |
| 0.7510080645 | 14 | 0.1% | |
| 0.6199596774 | 14 | 0.1% | |
| Other values (983) | 13400 | 99.0% |
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.1% | |
| 0.001008064516 | 14 | 0.1% | |
| 0.002016129032 | 14 | 0.1% | |
| 0.003024193548 | 14 | 0.1% | |
| 0.004032258065 | 14 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 14 | 0.1% | |
| 0.9989919355 | 14 | 0.1% | |
| 0.997983871 | 14 | 0.1% | |
| 0.9969758065 | 14 | 0.1% | |
| 0.9959677419 | 14 | 0.1% |
currentvolume
Real number (ℝ≥0)
| Distinct count | 13508 |
|---|---|
| Unique (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.019859587586763282 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.000987772694 |
| Q1 | 0.003019574097 |
| median | 0.007153717859 |
| Q3 | 0.01761479611 |
| 95-th percentile | 0.07362790921 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.01459522201 |
Descriptive statistics
| Standard deviation | 0.04681279213 |
|---|---|
| Coefficient of variation (CV) | 2.357188533 |
| Kurtosis | 102.3919017 |
| Mean | 0.01985958759 |
| Median Absolute Deviation (MAD) | 0.005137799498 |
| Skewness | 8.187461622 |
| Sum | 268.8988159 |
| Variance | 0.002191437507 |
| Value | Count | Frequency (%) | |
| 0.005802330123 | 2 | < 0.1% | |
| 0.003988915716 | 2 | < 0.1% | |
| 0.0005406534158 | 2 | < 0.1% | |
| 0.001188840024 | 2 | < 0.1% | |
| 0.0007691368695 | 2 | < 0.1% | |
| 0.002850522056 | 2 | < 0.1% | |
| 0.008094334548 | 2 | < 0.1% | |
| 0.008366094477 | 2 | < 0.1% | |
| 0.001691843965 | 2 | < 0.1% | |
| 0.002116032081 | 2 | < 0.1% | |
| Other values (13498) | 13520 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 3.259727526e-06 | 1 | < 0.1% | |
| 3.940413088e-06 | 1 | < 0.1% | |
| 5.583890563e-05 | 1 | < 0.1% | |
| 6.238861337e-05 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.9702500703 | 1 | < 0.1% | |
| 0.9647098343 | 1 | < 0.1% | |
| 0.9572151535 | 1 | < 0.1% | |
| 0.7841876139 | 1 | < 0.1% |
| Distinct count | 10184 |
|---|---|
| Unique (%) | 75.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05981215805634262 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00497621818 |
| Q1 | 0.01934933758 |
| median | 0.03943086941 |
| Q3 | 0.07354196011 |
| 95-th percentile | 0.1755151367 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.05419262253 |
Descriptive statistics
| Standard deviation | 0.07229631377 |
|---|---|
| Coefficient of variation (CV) | 1.20872271 |
| Kurtosis | 39.75592151 |
| Mean | 0.05981215806 |
| Median Absolute Deviation (MAD) | 0.02443742217 |
| Skewness | 4.788344496 |
| Sum | 809.8566201 |
| Variance | 0.005226756984 |
| Value | Count | Frequency (%) | |
| 0.01843346194 | 6 | < 0.1% | |
| 0.02280196787 | 6 | < 0.1% | |
| 0.01239104252 | 6 | < 0.1% | |
| 0.04930695899 | 6 | < 0.1% | |
| 0.005572907098 | 6 | < 0.1% | |
| 0.04377079633 | 6 | < 0.1% | |
| 0.0237654888 | 5 | < 0.1% | |
| 0.01353420295 | 5 | < 0.1% | |
| 0.03747524854 | 5 | < 0.1% | |
| 0.02836262682 | 5 | < 0.1% | |
| Other values (10174) | 13484 | 99.6% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 4.082715823e-06 | 1 | < 0.1% | |
| 4.082715823e-05 | 1 | < 0.1% | |
| 4.490987405e-05 | 1 | < 0.1% | |
| 7.757160063e-05 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.9996815482 | 1 | < 0.1% | |
| 0.9607732664 | 1 | < 0.1% | |
| 0.9605609652 | 1 | < 0.1% | |
| 0.9490599547 | 1 | < 0.1% |
| Distinct count | 8776 |
|---|---|
| Unique (%) | 64.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05980527851351773 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.004973903242 |
| Q1 | 0.01935815861 |
| median | 0.03942284916 |
| Q3 | 0.0735610027 |
| 95-th percentile | 0.1754600626 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.0542028441 |
Descriptive statistics
| Standard deviation | 0.07225162544 |
|---|---|
| Coefficient of variation (CV) | 1.208114522 |
| Kurtosis | 39.71749354 |
| Mean | 0.05980527851 |
| Median Absolute Deviation (MAD) | 0.02444273824 |
| Skewness | 4.784211578 |
| Sum | 809.7634711 |
| Variance | 0.005220297379 |
| Value | Count | Frequency (%) | |
| 0.02842463795 | 8 | 0.1% | |
| 0.001519247891 | 7 | 0.1% | |
| 0.01002213528 | 7 | 0.1% | |
| 0.01239902311 | 7 | 0.1% | |
| 0.03005823784 | 7 | 0.1% | |
| 0.03223092568 | 7 | 0.1% | |
| 0.02808974998 | 6 | < 0.1% | |
| 0.006975471498 | 6 | < 0.1% | |
| 0.003038495781 | 6 | < 0.1% | |
| 0.006844783507 | 6 | < 0.1% | |
| Other values (8766) | 13473 | 99.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 4.083999706e-05 | 2 | < 0.1% | |
| 8.167999412e-05 | 2 | < 0.1% | |
| 0.0002858799794 | 2 | < 0.1% | |
| 0.0003512239747 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.999665112 | 1 | < 0.1% | |
| 0.9613816988 | 1 | < 0.1% | |
| 0.9608017708 | 1 | < 0.1% | |
| 0.9486641237 | 1 | < 0.1% |
| Distinct count | 8815 |
|---|---|
| Unique (%) | 65.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05979713517544261 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00496923554 |
| Q1 | 0.01933999217 |
| median | 0.03940625408 |
| Q3 | 0.0735450124 |
| 95-th percentile | 0.1753961842 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.05420502024 |
Descriptive statistics
| Standard deviation | 0.07231182245 |
|---|---|
| Coefficient of variation (CV) | 1.209285733 |
| Kurtosis | 39.88743264 |
| Mean | 0.05979713518 |
| Median Absolute Deviation (MAD) | 0.02442796057 |
| Skewness | 4.795638201 |
| Sum | 809.6532103 |
| Variance | 0.005228999667 |
| Value | Count | Frequency (%) | |
| 0.02235931584 | 7 | 0.1% | |
| 0.007238216477 | 7 | 0.1% | |
| 0.00151782217 | 7 | 0.1% | |
| 0.002660268965 | 7 | 0.1% | |
| 0.01656547852 | 7 | 0.1% | |
| 0.004618749184 | 6 | < 0.1% | |
| 0.01752023763 | 6 | < 0.1% | |
| 0.01155503329 | 6 | < 0.1% | |
| 0.02458708709 | 6 | < 0.1% | |
| 0.01001273012 | 6 | < 0.1% | |
| Other values (8805) | 13475 | 99.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 4.080167124e-05 | 2 | < 0.1% | |
| 8.160334247e-05 | 2 | < 0.1% | |
| 0.0002856116987 | 2 | < 0.1% | |
| 0.0003508943726 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.9998939157 | 1 | < 0.1% | |
| 0.9615893067 | 1 | < 0.1% | |
| 0.9609283196 | 1 | < 0.1% | |
| 0.9491611176 | 1 | < 0.1% |
imbside
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6890 | 50.9% | |
| 1 | 6650 | 49.1% |
imbalancesize
Real number (ℝ≥0)
| Distinct count | 12293 |
|---|---|
| Unique (%) | 90.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.011663628691065 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.287140012e-05 |
| Q1 | 0.0004155223888 |
| median | 0.002195222276 |
| Q3 | 0.008418414509 |
| 95-th percentile | 0.04981041291 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.00800289212 |
Descriptive statistics
| Standard deviation | 0.03791591344 |
|---|---|
| Coefficient of variation (CV) | 3.250781935 |
| Kurtosis | 165.38995 |
| Mean | 0.01166362869 |
| Median Absolute Deviation (MAD) | 0.002085928149 |
| Skewness | 10.70734698 |
| Sum | 157.9255325 |
| Variance | 0.001437616492 |
| Value | Count | Frequency (%) | |
| 2.558832354e-05 | 7 | 0.1% | |
| 4.765825259e-05 | 6 | < 0.1% | |
| 6.448257531e-05 | 6 | < 0.1% | |
| 4.714648612e-05 | 5 | < 0.1% | |
| 2.654788567e-05 | 5 | < 0.1% | |
| 6.908847355e-06 | 5 | < 0.1% | |
| 1.944712589e-05 | 5 | < 0.1% | |
| 1.867947618e-05 | 5 | < 0.1% | |
| 2.526846949e-05 | 5 | < 0.1% | |
| 2.597214839e-05 | 4 | < 0.1% | |
| Other values (12283) | 13487 | 99.6% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 6.397080884e-08 | 1 | < 0.1% | |
| 1.279416177e-07 | 1 | < 0.1% | |
| 2.558832354e-07 | 1 | < 0.1% | |
| 3.83824853e-07 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.8842753355 | 1 | < 0.1% | |
| 0.7368265873 | 1 | < 0.1% | |
| 0.705121311 | 1 | < 0.1% | |
| 0.6876794781 | 1 | < 0.1% |
notional_imbalance
Real number (ℝ≥0)
| Distinct count | 13534 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.012332210797616754 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.494251128e-05 |
| Q1 | 0.0003601479137 |
| median | 0.002415329316 |
| Q3 | 0.01003843476 |
| 95-th percentile | 0.05186883542 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.00967828685 |
Descriptive statistics
| Standard deviation | 0.0366713497 |
|---|---|
| Coefficient of variation (CV) | 2.973623327 |
| Kurtosis | 171.769173 |
| Mean | 0.0123322108 |
| Median Absolute Deviation (MAD) | 0.002337504728 |
| Skewness | 10.45264749 |
| Sum | 166.9781342 |
| Variance | 0.001344787889 |
| Value | Count | Frequency (%) | |
| 0.0002449879186 | 2 | < 0.1% | |
| 0.0001178880749 | 2 | < 0.1% | |
| 3.863093949e-06 | 2 | < 0.1% | |
| 3.661221337e-06 | 2 | < 0.1% | |
| 5.174481767e-07 | 2 | < 0.1% | |
| 7.219676666e-06 | 2 | < 0.1% | |
| 0.0009681031665 | 1 | < 0.1% | |
| 0.009316497149 | 1 | < 0.1% | |
| 0.02402934386 | 1 | < 0.1% | |
| 0.001586662874 | 1 | < 0.1% | |
| Other values (13524) | 13524 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1.019680931e-07 | 1 | < 0.1% | |
| 1.612889805e-07 | 1 | < 0.1% | |
| 1.636276982e-07 | 1 | < 0.1% | |
| 1.74826029e-07 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.8677001479 | 1 | < 0.1% | |
| 0.8475159821 | 1 | < 0.1% | |
| 0.841487664 | 1 | < 0.1% | |
| 0.7311008012 | 1 | < 0.1% |
imbalancetype
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 10086 | 74.5% | |
| 1 | 3454 | 25.5% |
matchedsize
Real number (ℝ≥0)
| Distinct count | 13345 |
|---|---|
| Unique (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.013611987335605022 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0001130181893 |
| Q1 | 0.0009973790092 |
| median | 0.00384608804 |
| Q3 | 0.01139567042 |
| 95-th percentile | 0.05630751941 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.01039829141 |
Descriptive statistics
| Standard deviation | 0.03623107537 |
|---|---|
| Coefficient of variation (CV) | 2.661703577 |
| Kurtosis | 154.472265 |
| Mean | 0.01361198734 |
| Median Absolute Deviation (MAD) | 0.003416598615 |
| Skewness | 9.639695021 |
| Sum | 184.3063085 |
| Variance | 0.001312690823 |
| Value | Count | Frequency (%) | |
| 5.902742752e-05 | 3 | < 0.1% | |
| 4.509603646e-05 | 3 | < 0.1% | |
| 2.825123662e-06 | 3 | < 0.1% | |
| 0.008308847604 | 3 | < 0.1% | |
| 0.0001876235252 | 3 | < 0.1% | |
| 0.0004355104696 | 3 | < 0.1% | |
| 0.001421566913 | 3 | < 0.1% | |
| 9.638968795e-05 | 3 | < 0.1% | |
| 8.014522689e-05 | 3 | < 0.1% | |
| 0.0006382837204 | 2 | < 0.1% | |
| Other values (13335) | 13511 | 99.8% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1.059421373e-06 | 2 | < 0.1% | |
| 1.200677556e-06 | 1 | < 0.1% | |
| 1.765702289e-06 | 1 | < 0.1% | |
| 2.524954273e-06 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.820865477 | 1 | < 0.1% | |
| 0.8149651532 | 1 | < 0.1% | |
| 0.7906562354 | 1 | < 0.1% | |
| 0.7691648488 | 1 | < 0.1% |
| Distinct count | 9549 |
|---|---|
| Unique (%) | 70.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05979393352178623 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.004974633999 |
| Q1 | 0.01934591226 |
| median | 0.03941423516 |
| Q3 | 0.07350630375 |
| 95-th percentile | 0.1754547718 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.05416039149 |
Descriptive statistics
| Standard deviation | 0.07227989271 |
|---|---|
| Coefficient of variation (CV) | 1.208816488 |
| Kurtosis | 39.78450714 |
| Mean | 0.05979393352 |
| Median Absolute Deviation (MAD) | 0.0244313567 |
| Skewness | 4.789966878 |
| Sum | 809.6098599 |
| Variance | 0.00522438289 |
| Value | Count | Frequency (%) | |
| 0.04609959472 | 7 | 0.1% | |
| 0.04187941048 | 7 | 0.1% | |
| 0.039373421 | 6 | < 0.1% | |
| 0.01352989433 | 6 | < 0.1% | |
| 0.03221461718 | 6 | < 0.1% | |
| 0.02881071617 | 6 | < 0.1% | |
| 0.03010044365 | 6 | < 0.1% | |
| 0.01238709783 | 6 | < 0.1% | |
| 0.02357834074 | 6 | < 0.1% | |
| 0.004036520511 | 6 | < 0.1% | |
| Other values (9539) | 13478 | 99.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 4.081416088e-05 | 1 | < 0.1% | |
| 4.489557697e-05 | 1 | < 0.1% | |
| 8.570973785e-05 | 2 | < 0.1% | |
| 0.0002856991262 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2 | < 0.1% | |
| 0.9607694286 | 1 | < 0.1% | |
| 0.9604021011 | 1 | < 0.1% | |
| 0.9489006706 | 1 | < 0.1% | |
| 0.9478231767 | 1 | < 0.1% |
| Distinct count | 6924 |
|---|---|
| Unique (%) | 51.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.009568577663112374 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 3622 |
| Zeros (%) | 26.8% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.003179003179 |
| Q3 | 0.007403257403 |
| 95-th percentile | 0.02099332099 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.007403257403 |
Descriptive statistics
| Standard deviation | 0.04278040973 |
|---|---|
| Coefficient of variation (CV) | 4.47092674 |
| Kurtosis | 106.0789199 |
| Mean | 0.009568577663 |
| Median Absolute Deviation (MAD) | 0.003179003179 |
| Skewness | 9.887576282 |
| Sum | 129.5585416 |
| Variance | 0.001830163457 |
| Value | Count | Frequency (%) | |
| 0 | 3622 | 26.8% | |
| 0.4294674295 | 128 | 0.9% | |
| 1.000001e-06 | 99 | 0.7% | |
| 0.0022000022 | 10 | 0.1% | |
| 0.0045000045 | 9 | 0.1% | |
| 0.0038000038 | 9 | 0.1% | |
| 0.0016000016 | 8 | 0.1% | |
| 0.0042000042 | 8 | 0.1% | |
| 0.009000009 | 8 | 0.1% | |
| 0.0056000056 | 7 | 0.1% | |
| Other values (6914) | 9632 | 71.1% |
| Value | Count | Frequency (%) | |
| 0 | 3622 | 26.8% | |
| 1.000001e-06 | 99 | 0.7% | |
| 5.000005e-06 | 6 | < 0.1% | |
| 0.00014000014 | 1 | < 0.1% | |
| 0.000148000148 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.4294674295 | 128 | 0.9% | |
| 0.1257761258 | 1 | < 0.1% | |
| 0.1255051255 | 1 | < 0.1% | |
| 0.1191701192 | 1 | < 0.1% |
| Distinct count | 3802 |
|---|---|
| Unique (%) | 28.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02691208934803031 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 7729 |
| Zeros (%) | 57.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.03538087829 |
| 95-th percentile | 0.1192665831 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.03538087829 |
Descriptive statistics
| Standard deviation | 0.05869892623 |
|---|---|
| Coefficient of variation (CV) | 2.181135975 |
| Kurtosis | 64.75311816 |
| Mean | 0.02691208935 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.098403884 |
| Sum | 364.3896898 |
| Variance | 0.00344556394 |
| Value | Count | Frequency (%) | |
| 0 | 7729 | 57.1% | |
| 0.02468802591 | 7 | 0.1% | |
| 0.003016543359 | 6 | < 0.1% | |
| 0.0416997428 | 5 | < 0.1% | |
| 0.008557457213 | 5 | < 0.1% | |
| 0.04267615026 | 5 | < 0.1% | |
| 0.008216111517 | 5 | < 0.1% | |
| 0.04352554536 | 5 | < 0.1% | |
| 0.02189375417 | 5 | < 0.1% | |
| 0.03819102658 | 5 | < 0.1% | |
| Other values (3792) | 5763 | 42.6% |
| Value | Count | Frequency (%) | |
| 0 | 7729 | 57.1% | |
| 0.001198679072 | 2 | < 0.1% | |
| 0.001436827231 | 2 | < 0.1% | |
| 0.001603530943 | 2 | < 0.1% | |
| 0.001635284031 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2 | < 0.1% | |
| 0.9363826882 | 2 | < 0.1% | |
| 0.9201171689 | 2 | < 0.1% | |
| 0.9137109834 | 1 | < 0.1% | |
| 0.8680262281 | 2 | < 0.1% |
| Distinct count | 13521 |
|---|---|
| Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0024916821086949435 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.100366932e-05 |
| Q1 | 0.0002054723263 |
| median | 0.0007196214763 |
| Q3 | 0.001924664085 |
| 95-th percentile | 0.007949038039 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.001719191759 |
Descriptive statistics
| Standard deviation | 0.01438305909 |
|---|---|
| Coefficient of variation (CV) | 5.772429412 |
| Kurtosis | 2623.700714 |
| Mean | 0.002491682109 |
| Median Absolute Deviation (MAD) | 0.0006067932662 |
| Skewness | 44.00783743 |
| Sum | 33.73737575 |
| Variance | 0.0002068723888 |
| Value | Count | Frequency (%) | |
| 0.0004455699245 | 2 | < 0.1% | |
| 0.0004805156963 | 2 | < 0.1% | |
| 0.001502848313 | 2 | < 0.1% | |
| 0.004736698059 | 2 | < 0.1% | |
| 0.0102965291 | 2 | < 0.1% | |
| 0.0001433637751 | 2 | < 0.1% | |
| 0.006859422704 | 2 | < 0.1% | |
| 0.02807700518 | 2 | < 0.1% | |
| 0.008728631523 | 2 | < 0.1% | |
| 5.327616842e-05 | 2 | < 0.1% | |
| Other values (13511) | 13520 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1.027465555e-07 | 1 | < 0.1% | |
| 1.474172835e-07 | 1 | < 0.1% | |
| 2.326045886e-07 | 1 | < 0.1% | |
| 3.859410318e-07 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.8303217621 | 1 | < 0.1% | |
| 0.4022460822 | 1 | < 0.1% | |
| 0.3549038738 | 1 | < 0.1% | |
| 0.3086226872 | 1 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3183825701624815 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 2701 |
| Zeros (%) | 19.9% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1 |
| median | 0.1 |
| Q3 | 0.6 |
| 95-th percentile | 0.6 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.2633389633 |
|---|---|
| Coefficient of variation (CV) | 0.8271148862 |
| Kurtosis | -1.88785764 |
| Mean | 0.3183825702 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.008490699685 |
| Sum | 4310.9 |
| Variance | 0.06934740958 |
| Value | Count | Frequency (%) | |
| 0.6 | 5321 | 39.3% | |
| 0.1 | 4104 | 30.3% | |
| 0 | 2701 | 19.9% | |
| 0.5 | 1412 | 10.4% | |
| 0.9 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 2701 | 19.9% | |
| 0.1 | 4104 | 30.3% | |
| 0.5 | 1412 | 10.4% | |
| 0.6 | 5321 | 39.3% | |
| 0.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.9 | 1 | < 0.1% | |
| 0.6 | 5321 | 39.3% | |
| 0.5 | 1412 | 10.4% | |
| 0.1 | 4104 | 30.3% |
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48601920236336776 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1975 |
| Zeros (%) | 14.6% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1 |
| median | 0.7 |
| Q3 | 0.8 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.37651959 |
|---|---|
| Coefficient of variation (CV) | 0.7747010573 |
| Kurtosis | -1.681960878 |
| Mean | 0.4860192024 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.1152296116 |
| Sum | 6580.7 |
| Variance | 0.1417670016 |
| Value | Count | Frequency (%) | |
| 0.7 | 3887 | 28.7% | |
| 0.1 | 3822 | 28.2% | |
| 0 | 1975 | 14.6% | |
| 1 | 1964 | 14.5% | |
| 0.8 | 1892 | 14.0% |
| Value | Count | Frequency (%) | |
| 0 | 1975 | 14.6% | |
| 0.1 | 3822 | 28.2% | |
| 0.7 | 3887 | 28.7% | |
| 0.8 | 1892 | 14.0% | |
| 1 | 1964 | 14.5% |
| Value | Count | Frequency (%) | |
| 1 | 1964 | 14.5% | |
| 0.8 | 1892 | 14.0% | |
| 0.7 | 3887 | 28.7% | |
| 0.1 | 3822 | 28.2% | |
| 0 | 1975 | 14.6% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 0 | |
|---|---|
| 1 | |
| 0.5 |
| Value | Count | Frequency (%) | |
| 0 | 5914 | 43.7% | |
| 1 | 3840 | 28.4% | |
| 0.5 | 3786 | 28.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
year
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 7626 | 56.3% | |
| 1 | 5914 | 43.7% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44402027199103555 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1964 |
| Zeros (%) | 14.5% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1034482759 |
| median | 0.4482758621 |
| Q3 | 0.8965517241 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.7931034483 |
Descriptive statistics
| Standard deviation | 0.3657195861 |
|---|---|
| Coefficient of variation (CV) | 0.8236551553 |
| Kurtosis | -1.410765382 |
| Mean | 0.444020272 |
| Median Absolute Deviation (MAD) | 0.3448275862 |
| Skewness | 0.3085576813 |
| Sum | 6012.034483 |
| Variance | 0.1337508156 |
| Value | Count | Frequency (%) | |
| 0.1379310345 | 1975 | 14.6% | |
| 0.1034482759 | 1975 | 14.6% | |
| 0 | 1964 | 14.5% | |
| 1 | 1928 | 14.2% | |
| 0.8965517241 | 1912 | 14.1% | |
| 0.5517241379 | 1894 | 14.0% | |
| 0.4482758621 | 1892 | 14.0% |
| Value | Count | Frequency (%) | |
| 0 | 1964 | 14.5% | |
| 0.1034482759 | 1975 | 14.6% | |
| 0.1379310345 | 1975 | 14.6% | |
| 0.4482758621 | 1892 | 14.0% | |
| 0.5517241379 | 1894 | 14.0% |
| Value | Count | Frequency (%) | |
| 1 | 1928 | 14.2% | |
| 0.8965517241 | 1912 | 14.1% | |
| 0.5517241379 | 1894 | 14.0% | |
| 0.4482758621 | 1892 | 14.0% | |
| 0.1379310345 | 1975 | 14.6% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4449250896813674 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 1964 |
| Zeros (%) | 14.5% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1428571429 |
| median | 0.4285714286 |
| Q3 | 0.8571428571 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.7142857143 |
Descriptive statistics
| Standard deviation | 0.3542395423 |
|---|---|
| Coefficient of variation (CV) | 0.7961779422 |
| Kurtosis | -1.364953584 |
| Mean | 0.4449250897 |
| Median Absolute Deviation (MAD) | 0.2857142857 |
| Skewness | 0.3084892935 |
| Sum | 6024.285714 |
| Variance | 0.1254856534 |
| Value | Count | Frequency (%) | |
| 0.1428571429 | 3950 | 29.2% | |
| 0 | 1964 | 14.5% | |
| 1 | 1928 | 14.2% | |
| 0.8571428571 | 1912 | 14.1% | |
| 0.5714285714 | 1894 | 14.0% | |
| 0.4285714286 | 1892 | 14.0% |
| Value | Count | Frequency (%) | |
| 0 | 1964 | 14.5% | |
| 0.1428571429 | 3950 | 29.2% | |
| 0.4285714286 | 1892 | 14.0% | |
| 0.5714285714 | 1894 | 14.0% | |
| 0.8571428571 | 1912 | 14.1% |
| Value | Count | Frequency (%) | |
| 1 | 1928 | 14.2% | |
| 0.8571428571 | 1912 | 14.1% | |
| 0.5714285714 | 1894 | 14.0% | |
| 0.4285714286 | 1892 | 14.0% | |
| 0.1428571429 | 3950 | 29.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | symbol | currentvolume | lastprice | nbb | nbo | imbside | imbalancesize | notional_imbalance | imbalancetype | matchedsize | currentreferenceprice | nearindicativeprice | farindicativeprice | matched_to_unmatched | pct_move_snapshot_to_close | minute | day | quarter | year | week | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.0 | 0.134239 | 0.174597 | 0.174697 | 0.174533 | 0.0 | 0.000723 | 0.003347 | 0.0 | 0.005353 | 0.174550 | 0.021600 | 0.17180 | 0.000151 | NaN | 0.1 | 0.7 | 0.0 | 1.0 | 0.137931 | 0.142857 |
| 1 | 1 | 0.0 | 0.136620 | 0.174679 | 0.174730 | 0.174574 | 1.0 | 0.001380 | 0.006391 | 0.0 | 0.007092 | 0.174615 | 0.021500 | 0.00000 | 0.000218 | NaN | 0.6 | 0.7 | 0.0 | 1.0 | 0.137931 | 0.142857 |
| 2 | 2 | 0.0 | 0.107234 | 0.178745 | 0.178798 | 0.178630 | 1.0 | 0.001252 | 0.005931 | 0.0 | 0.035828 | 0.178688 | 0.022001 | 0.17465 | 0.000039 | NaN | 0.1 | 0.0 | 0.0 | 1.0 | 0.103448 | 0.142857 |
| 3 | 3 | 0.0 | 0.110314 | 0.178729 | 0.178781 | 0.178630 | 0.0 | 0.008872 | 0.042033 | 0.0 | 0.037577 | 0.178688 | 0.022167 | 0.00000 | 0.000264 | NaN | 0.6 | 0.0 | 0.0 | 1.0 | 0.103448 | 0.142857 |
| 4 | 4 | 0.0 | 0.194933 | 0.166636 | 0.166684 | 0.166528 | 0.0 | 0.149668 | 0.661436 | 1.0 | 0.109003 | 0.166575 | 0.000000 | 0.00000 | 0.001536 | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 0.000000 | 0.000000 |
| 5 | 5 | 0.0 | 0.208230 | 0.167426 | 0.167460 | 0.167328 | 0.0 | 0.097846 | 0.434455 | 0.0 | 0.154645 | 0.167367 | 0.021560 | 0.00000 | 0.000708 | NaN | 0.6 | 1.0 | 0.0 | 1.0 | 0.000000 | 0.000000 |
| 6 | 6 | 0.0 | 0.093342 | 0.172515 | 0.172565 | 0.172412 | 1.0 | 0.189695 | 0.867700 | 1.0 | 0.121192 | 0.172460 | 0.000000 | 0.00000 | 0.001752 | NaN | 0.0 | 0.1 | 1.0 | 0.0 | 1.000000 | 1.000000 |
| 7 | 7 | 0.0 | 0.096506 | 0.172368 | 0.172426 | 0.172265 | 1.0 | 0.090451 | 0.413393 | 0.0 | 0.171424 | 0.172321 | 0.021225 | 0.16818 | 0.000590 | NaN | 0.5 | 0.1 | 1.0 | 0.0 | 1.000000 | 1.000000 |
| 8 | 8 | 0.0 | 0.146196 | 0.156919 | 0.156948 | 0.156817 | 0.0 | 0.203561 | 0.847516 | 1.0 | 0.240406 | 0.156853 | 0.000000 | 0.00000 | 0.000947 | NaN | 0.0 | 0.7 | 1.0 | 0.0 | 0.896552 | 0.857143 |
| 9 | 9 | 0.0 | 0.157912 | 0.157042 | 0.157087 | 0.156956 | 0.0 | 0.107990 | 0.449960 | 0.0 | 0.302319 | 0.157008 | 0.019455 | 0.15509 | 0.000400 | NaN | 0.6 | 0.7 | 1.0 | 0.0 | 0.896552 | 0.857143 |
Last rows
| df_index | symbol | currentvolume | lastprice | nbb | nbo | imbside | imbalancesize | notional_imbalance | imbalancetype | matchedsize | currentreferenceprice | nearindicativeprice | farindicativeprice | matched_to_unmatched | pct_move_snapshot_to_close | minute | day | quarter | year | week | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13530 | 13644 | 1.0 | 0.135175 | 0.012077 | 0.012080 | 0.012069 | 1.0 | 0.104679 | 0.036502 | 1.0 | 0.051050 | 0.012069 | 0.000000 | 0.000000 | 0.002295 | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 0.000000 | 0.000000 |
| 13531 | 13645 | 1.0 | 0.140246 | 0.012085 | 0.012089 | 0.012077 | 1.0 | 0.091346 | 0.031873 | 0.0 | 0.058755 | 0.012085 | 0.001595 | 0.012614 | 0.001740 | NaN | 0.6 | 1.0 | 0.0 | 1.0 | 0.000000 | 0.000000 |
| 13532 | 13646 | 1.0 | 0.018848 | 0.032017 | 0.032027 | 0.031997 | 1.0 | 0.012541 | 0.010959 | 1.0 | 0.009696 | 0.032011 | 0.000000 | 0.000000 | 0.001447 | NaN | 0.0 | 0.1 | 1.0 | 0.0 | 1.000000 | 1.000000 |
| 13533 | 13647 | 1.0 | 0.019770 | 0.032004 | 0.032019 | 0.031989 | 1.0 | 0.000545 | 0.000476 | 0.0 | 0.013737 | 0.031994 | 0.004046 | 0.000000 | 0.000044 | NaN | 0.6 | 0.1 | 1.0 | 0.0 | 1.000000 | 1.000000 |
| 13534 | 13648 | 1.0 | 0.027488 | 0.030090 | 0.030099 | 0.030071 | 1.0 | 0.033432 | 0.027518 | 1.0 | 0.014030 | 0.030080 | 0.000000 | 0.000000 | 0.002667 | NaN | 0.0 | 0.7 | 1.0 | 0.0 | 0.896552 | 0.857143 |
| 13535 | 13649 | 1.0 | 0.028518 | 0.030032 | 0.030042 | 0.030014 | 1.0 | 0.016085 | 0.013216 | 0.0 | 0.019663 | 0.030027 | 0.003747 | 0.000000 | 0.000915 | NaN | 0.6 | 0.7 | 1.0 | 0.0 | 0.896552 | 0.857143 |
| 13536 | 13650 | 1.0 | 0.022442 | 0.025080 | 0.025084 | 0.025060 | 1.0 | 0.023629 | 0.016332 | 1.0 | 0.005068 | 0.025064 | 0.000000 | 0.000000 | 0.005217 | NaN | 0.0 | 0.1 | 0.5 | 0.0 | 0.551724 | 0.571429 |
| 13537 | 13651 | 1.0 | 0.023576 | 0.025080 | 0.025092 | 0.025069 | 1.0 | 0.013745 | 0.009501 | 0.0 | 0.008232 | 0.025080 | 0.003155 | 0.000000 | 0.001868 | NaN | 0.6 | 0.1 | 0.5 | 0.0 | 0.551724 | 0.571429 |
| 13538 | 13652 | 1.0 | 0.040616 | 0.021667 | 0.021662 | 0.021641 | 0.0 | 0.031407 | 0.018884 | 1.0 | 0.002730 | 0.021648 | 0.000000 | 0.000000 | 0.012873 | NaN | 0.0 | 0.8 | 0.5 | 0.0 | 0.448276 | 0.428571 |
| 13539 | 13653 | 1.0 | 0.042383 | 0.021651 | 0.021662 | 0.021641 | 0.0 | 0.018841 | 0.011321 | 0.0 | 0.006548 | 0.021644 | 0.002934 | 0.023291 | 0.003220 | NaN | 0.6 | 0.8 | 0.5 | 0.0 | 0.448276 | 0.428571 |